Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 4178 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 685.6 KiB |
| Average record size in memory | 168.0 B |
Variable types
| DateTime | 1 |
|---|---|
| Numeric | 19 |
| Categorical | 1 |
open is highly correlated with high and 6 other fields | High correlation |
high is highly correlated with open and 6 other fields | High correlation |
low is highly correlated with open and 6 other fields | High correlation |
close is highly correlated with open and 6 other fields | High correlation |
BB_MIDDLE is highly correlated with open and 6 other fields | High correlation |
BB_UPPER is highly correlated with open and 6 other fields | High correlation |
BB_LOWER is highly correlated with open and 6 other fields | High correlation |
MACD is highly correlated with MACD_signal and 2 other fields | High correlation |
MACD_signal is highly correlated with MACD | High correlation |
RSI is highly correlated with MACD and 5 other fields | High correlation |
BBp is highly correlated with RSI and 4 other fields | High correlation |
DMIp is highly correlated with RSI and 4 other fields | High correlation |
DMIm is highly correlated with MACD and 5 other fields | High correlation |
STOCH_K is highly correlated with RSI and 4 other fields | High correlation |
STOCH_D is highly correlated with RSI and 4 other fields | High correlation |
OBV is highly correlated with open and 6 other fields | High correlation |
open is highly correlated with high and 6 other fields | High correlation |
high is highly correlated with open and 6 other fields | High correlation |
low is highly correlated with open and 6 other fields | High correlation |
close is highly correlated with open and 6 other fields | High correlation |
volume is highly correlated with BBWIDTH | High correlation |
BB_MIDDLE is highly correlated with open and 6 other fields | High correlation |
BB_UPPER is highly correlated with open and 6 other fields | High correlation |
BB_LOWER is highly correlated with open and 6 other fields | High correlation |
BBWIDTH is highly correlated with volume | High correlation |
MACD is highly correlated with MACD_signal and 5 other fields | High correlation |
MACD_signal is highly correlated with MACD and 3 other fields | High correlation |
RSI is highly correlated with MACD and 6 other fields | High correlation |
BBp is highly correlated with MACD and 5 other fields | High correlation |
DMIp is highly correlated with MACD and 6 other fields | High correlation |
DMIm is highly correlated with MACD and 6 other fields | High correlation |
STOCH_K is highly correlated with RSI and 4 other fields | High correlation |
STOCH_D is highly correlated with MACD and 5 other fields | High correlation |
OBV is highly correlated with open and 6 other fields | High correlation |
open is highly correlated with high and 6 other fields | High correlation |
high is highly correlated with open and 6 other fields | High correlation |
low is highly correlated with open and 6 other fields | High correlation |
close is highly correlated with open and 6 other fields | High correlation |
BB_MIDDLE is highly correlated with open and 6 other fields | High correlation |
BB_UPPER is highly correlated with open and 6 other fields | High correlation |
BB_LOWER is highly correlated with open and 6 other fields | High correlation |
MACD is highly correlated with MACD_signal and 3 other fields | High correlation |
MACD_signal is highly correlated with MACD | High correlation |
RSI is highly correlated with MACD and 5 other fields | High correlation |
BBp is highly correlated with RSI and 4 other fields | High correlation |
DMIp is highly correlated with MACD and 2 other fields | High correlation |
DMIm is highly correlated with MACD and 2 other fields | High correlation |
STOCH_K is highly correlated with RSI and 2 other fields | High correlation |
STOCH_D is highly correlated with RSI and 2 other fields | High correlation |
OBV is highly correlated with open and 6 other fields | High correlation |
close is highly correlated with MACD and 9 other fields | High correlation |
MACD is highly correlated with close and 13 other fields | High correlation |
volume is highly correlated with BBWIDTH | High correlation |
OBV is highly correlated with close and 9 other fields | High correlation |
high is highly correlated with close and 9 other fields | High correlation |
BBWIDTH is highly correlated with close and 11 other fields | High correlation |
DMIm is highly correlated with MACD and 8 other fields | High correlation |
BB_UPPER is highly correlated with close and 9 other fields | High correlation |
BB_MIDDLE is highly correlated with close and 9 other fields | High correlation |
BB_LOWER is highly correlated with close and 9 other fields | High correlation |
open is highly correlated with close and 9 other fields | High correlation |
BBp is highly correlated with DMIm and 4 other fields | High correlation |
RSI is highly correlated with MACD and 6 other fields | High correlation |
ADX is highly correlated with MACD and 4 other fields | High correlation |
DMIp is highly correlated with MACD and 6 other fields | High correlation |
STOCH_K is highly correlated with DMIm and 4 other fields | High correlation |
low is highly correlated with close and 8 other fields | High correlation |
STOCH_D is highly correlated with DMIm and 4 other fields | High correlation |
MACD_signal is highly correlated with close and 12 other fields | High correlation |
datetime has unique values | Unique |
volume has unique values | Unique |
MACD has unique values | Unique |
MACD_signal has unique values | Unique |
RSI has unique values | Unique |
BBp has unique values | Unique |
ADX has unique values | Unique |
DMIp has unique values | Unique |
DMIm has unique values | Unique |
STOCH_D has unique values | Unique |
OBV has unique values | Unique |
Reproduction
| Analysis started | 2021-06-24 22:00:31.373912 |
|---|---|
| Analysis finished | 2021-06-24 22:01:09.324551 |
| Duration | 37.95 seconds |
| Software version | pandas-profiling v3.0.0 |
| Download configuration | config.json |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.8 KiB |
| Minimum | 2019-07-29 06:00:00 |
|---|---|
| Maximum | 2021-06-24 22:00:00 |
| Distinct | 4168 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19409.98443 |
| Minimum | 4565.63 |
|---|---|
| Maximum | 64509.48 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 4565.63 |
|---|---|
| 5-th percentile | 6950.501 |
| Q1 | 8836.28 |
| median | 10340.985 |
| Q3 | 29304.72 |
| 95-th percentile | 56906.9905 |
| Maximum | 64509.48 |
| Range | 59943.85 |
| Interquartile range (IQR) | 20468.44 |
Descriptive statistics
| Standard deviation | 16633.57603 |
|---|---|
| Coefficient of variation (CV) | 0.8569597823 |
| Kurtosis | 0.2408269822 |
| Mean | 19409.98443 |
| Median Absolute Deviation (MAD) | 2414.18 |
| Skewness | 1.323110214 |
| Sum | 81094914.95 |
| Variance | 276675851.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10785.23 | 2 | < 0.1% |
| 33505.15 | 2 | < 0.1% |
| 8715 | 2 | < 0.1% |
| 7297.91 | 2 | < 0.1% |
| 6730.01 | 2 | < 0.1% |
| 38700 | 2 | < 0.1% |
| 9152.16 | 2 | < 0.1% |
| 8800 | 2 | < 0.1% |
| 8134.89 | 2 | < 0.1% |
| 10706.56 | 2 | < 0.1% |
| Other values (4158) | 4158 |
| Value | Count | Frequency (%) |
| 4565.63 | 1 | |
| 4789.99 | 1 | |
| 4800.01 | 1 | |
| 4942.5 | 1 | |
| 5028.86 | 1 | |
| 5141.48 | 1 | |
| 5144.53 | 1 | |
| 5148.73 | 1 | |
| 5159.09 | 1 | |
| 5172.48 | 1 |
| Value | Count | Frequency (%) |
| 64509.48 | 1 | |
| 64288.8 | 1 | |
| 63749.19 | 1 | |
| 63575.01 | 1 | |
| 63363.29 | 1 | |
| 63331.83 | 1 | |
| 63158.74 | 1 | |
| 63056.62 | 1 | |
| 63045.03 | 1 | |
| 62997.02 | 1 |
| Distinct | 3954 |
|---|---|
| Distinct (%) | 94.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19656.33599 |
| Minimum | 4950 |
|---|---|
| Maximum | 64854 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 4950 |
|---|---|
| 5-th percentile | 7084.8775 |
| Q1 | 8925.0975 |
| median | 10420.495 |
| Q3 | 29469.75 |
| 95-th percentile | 57501.2705 |
| Maximum | 64854 |
| Range | 59904 |
| Interquartile range (IQR) | 20544.6525 |
Descriptive statistics
| Standard deviation | 16881.7692 |
|---|---|
| Coefficient of variation (CV) | 0.8588461863 |
| Kurtosis | 0.2032252565 |
| Mean | 19656.33599 |
| Median Absolute Deviation (MAD) | 2442.08 |
| Skewness | 1.313843381 |
| Sum | 82124171.76 |
| Variance | 284994131.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9720 | 4 | 0.1% |
| 9800 | 4 | 0.1% |
| 10250 | 4 | 0.1% |
| 7350 | 4 | 0.1% |
| 9610 | 3 | 0.1% |
| 8950 | 3 | 0.1% |
| 9085 | 3 | 0.1% |
| 9240 | 3 | 0.1% |
| 9650 | 3 | 0.1% |
| 8880 | 3 | 0.1% |
| Other values (3944) | 4144 |
| Value | Count | Frequency (%) |
| 4950 | 1 | |
| 5060 | 1 | |
| 5175 | 1 | |
| 5200 | 1 | |
| 5248 | 1 | |
| 5273.37 | 1 | |
| 5297.8 | 1 | |
| 5332.04 | 1 | |
| 5349 | 1 | |
| 5365.42 | 1 |
| Value | Count | Frequency (%) |
| 64854 | 1 | |
| 64787.98 | 1 | |
| 64640.58 | 1 | |
| 63869.99 | 1 | |
| 63800 | 1 | |
| 63777.77 | 1 | |
| 63764.62 | 1 | |
| 63666 | 1 | |
| 63657.86 | 1 | |
| 63573.02 | 1 |
| Distinct | 3963 |
|---|---|
| Distinct (%) | 94.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19135.11108 |
| Minimum | 3782.13 |
|---|---|
| Maximum | 63605.85 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 3782.13 |
|---|---|
| 5-th percentile | 6859.5735 |
| Q1 | 8757.4575 |
| median | 10271.5 |
| Q3 | 28839.135 |
| 95-th percentile | 56141.4145 |
| Maximum | 63605.85 |
| Range | 59823.72 |
| Interquartile range (IQR) | 20081.6775 |
Descriptive statistics
| Standard deviation | 16349.95033 |
|---|---|
| Coefficient of variation (CV) | 0.8544476307 |
| Kurtosis | 0.2845672959 |
| Mean | 19135.11108 |
| Median Absolute Deviation (MAD) | 2419.42 |
| Skewness | 1.333577392 |
| Sum | 79946494.11 |
| Variance | 267320875.8 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7150 | 5 | 0.1% |
| 9400 | 5 | 0.1% |
| 11700 | 5 | 0.1% |
| 10060 | 4 | 0.1% |
| 10200 | 4 | 0.1% |
| 9125 | 4 | 0.1% |
| 9120 | 4 | 0.1% |
| 9151 | 4 | 0.1% |
| 7100 | 4 | 0.1% |
| 9000 | 3 | 0.1% |
| Other values (3953) | 4136 |
| Value | Count | Frequency (%) |
| 3782.13 | 1 | |
| 4410 | 1 | |
| 4442.12 | 1 | |
| 4500 | 1 | |
| 4674 | 1 | |
| 4778 | 1 | |
| 4807 | 1 | |
| 4820 | 1 | |
| 4828 | 1 | |
| 4920 | 1 |
| Value | Count | Frequency (%) |
| 63605.85 | 1 | |
| 63063.32 | 1 | |
| 63012.84 | 1 | |
| 62963.78 | 1 | |
| 62842.99 | 1 | |
| 62706.4 | 1 | |
| 62684.01 | 1 | |
| 62530 | 1 | |
| 62500 | 1 | |
| 62347.36 | 1 |
| Distinct | 4168 |
|---|---|
| Distinct (%) | 99.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19416.04925 |
| Minimum | 4565.59 |
|---|---|
| Maximum | 64511.21 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 4565.59 |
|---|---|
| 5-th percentile | 6950.5505 |
| Q1 | 8836.7375 |
| median | 10341.66 |
| Q3 | 29327.14 |
| 95-th percentile | 56906.999 |
| Maximum | 64511.21 |
| Range | 59945.62 |
| Interquartile range (IQR) | 20490.4025 |
Descriptive statistics
| Standard deviation | 16634.62383 |
|---|---|
| Coefficient of variation (CV) | 0.8567460667 |
| Kurtosis | 0.238267914 |
| Mean | 19416.04925 |
| Median Absolute Deviation (MAD) | 2419.06 |
| Skewness | 1.322023189 |
| Sum | 81120253.78 |
| Variance | 276710709.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 38700 | 2 | < 0.1% |
| 6730.01 | 2 | < 0.1% |
| 9491.99 | 2 | < 0.1% |
| 7297.91 | 2 | < 0.1% |
| 7313.8 | 2 | < 0.1% |
| 8235 | 2 | < 0.1% |
| 11837.11 | 2 | < 0.1% |
| 9169.57 | 2 | < 0.1% |
| 9507.01 | 2 | < 0.1% |
| 9685.69 | 2 | < 0.1% |
| Other values (4158) | 4158 |
| Value | Count | Frequency (%) |
| 4565.59 | 1 | |
| 4785.67 | 1 | |
| 4800 | 1 | |
| 4939.25 | 1 | |
| 5028.97 | 1 | |
| 5140.39 | 1 | |
| 5148.73 | 1 | |
| 5151.39 | 1 | |
| 5167.26 | 1 | |
| 5172.06 | 1 |
| Value | Count | Frequency (%) |
| 64511.21 | 1 | |
| 64288.8 | 1 | |
| 63749.19 | 1 | |
| 63575 | 1 | |
| 63363.29 | 1 | |
| 63331.83 | 1 | |
| 63159.98 | 1 | |
| 63056.61 | 1 | |
| 63045.02 | 1 | |
| 62997.02 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 11559.39726 |
| Minimum | 5.887034 |
|---|---|
| Maximum | 121040.6765 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 5.887034 |
|---|---|
| 5-th percentile | 3472.615341 |
| Q1 | 6163.514367 |
| median | 9342.436779 |
| Q3 | 14109.34493 |
| 95-th percentile | 26754.52962 |
| Maximum | 121040.6765 |
| Range | 121034.7894 |
| Interquartile range (IQR) | 7945.830559 |
Descriptive statistics
| Standard deviation | 8774.218216 |
|---|---|
| Coefficient of variation (CV) | 0.7590549939 |
| Kurtosis | 20.7146133 |
| Mean | 11559.39726 |
| Median Absolute Deviation (MAD) | 3721.411502 |
| Skewness | 3.307933369 |
| Sum | 48295161.75 |
| Variance | 76986905.3 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9178.622522 | 1 | < 0.1% |
| 7354.035494 | 1 | < 0.1% |
| 6491.895002 | 1 | < 0.1% |
| 18542.83176 | 1 | < 0.1% |
| 2988.127809 | 1 | < 0.1% |
| 5034.32793 | 1 | < 0.1% |
| 16338.47391 | 1 | < 0.1% |
| 9491.372333 | 1 | < 0.1% |
| 12511.67554 | 1 | < 0.1% |
| 7766.19687 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 5.887034 | 1 | |
| 1227.36864 | 1 | |
| 1617.659678 | 1 | |
| 1670.360693 | 1 | |
| 1801.004061 | 1 | |
| 1808.576158 | 1 | |
| 1855.570097 | 1 | |
| 1868.440873 | 1 | |
| 1899.983537 | 1 | |
| 1907.027906 | 1 |
| Value | Count | Frequency (%) |
| 121040.6765 | 1 | |
| 118131.0809 | 1 | |
| 86060.1624 | 1 | |
| 76357.6927 | 1 | |
| 75541.20577 | 1 | |
| 74717.37041 | 1 | |
| 72865.86805 | 1 | |
| 68602.65437 | 1 | |
| 68283.64442 | 1 | |
| 65426.25284 | 1 |
| Distinct | 4177 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 19361.74081 |
| Minimum | 5202.812 |
|---|---|
| Maximum | 62890.338 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 5202.812 |
|---|---|
| 5-th percentile | 6974.3188 |
| Q1 | 8864.522 |
| median | 10321.002 |
| Q3 | 28632.4655 |
| 95-th percentile | 56833.9658 |
| Maximum | 62890.338 |
| Range | 57687.526 |
| Interquartile range (IQR) | 19767.9435 |
Descriptive statistics
| Standard deviation | 16605.95044 |
|---|---|
| Coefficient of variation (CV) | 0.8576682539 |
| Kurtosis | 0.2351898522 |
| Mean | 19361.74081 |
| Median Absolute Deviation (MAD) | 2318.39675 |
| Skewness | 1.325491439 |
| Sum | 80893353.12 |
| Variance | 275757589.9 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12000.054 | 2 | < 0.1% |
| 18990.216 | 1 | < 0.1% |
| 57386.6085 | 1 | < 0.1% |
| 9159.3035 | 1 | < 0.1% |
| 36951.6735 | 1 | < 0.1% |
| 10767.7775 | 1 | < 0.1% |
| 9918.992 | 1 | < 0.1% |
| 7155.16 | 1 | < 0.1% |
| 56847.875 | 1 | < 0.1% |
| 7202.654 | 1 | < 0.1% |
| Other values (4167) | 4167 |
| Value | Count | Frequency (%) |
| 5202.812 | 1 | |
| 5204.9645 | 1 | |
| 5205.053 | 1 | |
| 5206.24 | 1 | |
| 5206.9655 | 1 | |
| 5207.609 | 1 | |
| 5207.704 | 1 | |
| 5207.767 | 1 | |
| 5207.886 | 1 | |
| 5208.132 | 1 |
| Value | Count | Frequency (%) |
| 62890.338 | 1 | |
| 62865.3065 | 1 | |
| 62847.2875 | 1 | |
| 62828.899 | 1 | |
| 62769.546 | 1 | |
| 62729.0475 | 1 | |
| 62697.81 | 1 | |
| 62627.171 | 1 | |
| 62624.8095 | 1 | |
| 62481.6955 | 1 |
| Distinct | 4177 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20444.12469 |
| Minimum | 5642.335666 |
|---|---|
| Maximum | 66299.1837 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 5642.335666 |
|---|---|
| 5-th percentile | 7298.923216 |
| Q1 | 9233.592694 |
| median | 10710.69838 |
| Q3 | 30094.5192 |
| 95-th percentile | 59591.28188 |
| Maximum | 66299.1837 |
| Range | 60656.84804 |
| Interquartile range (IQR) | 20860.9265 |
Descriptive statistics
| Standard deviation | 17714.65616 |
|---|---|
| Coefficient of variation (CV) | 0.8664912988 |
| Kurtosis | 0.1197137085 |
| Mean | 20444.12469 |
| Median Absolute Deviation (MAD) | 2381.609014 |
| Skewness | 1.29741477 |
| Sum | 85415552.95 |
| Variance | 313809042.7 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 12416.72343 | 2 | < 0.1% |
| 50782.92312 | 1 | < 0.1% |
| 52222.27516 | 1 | < 0.1% |
| 9316.618661 | 1 | < 0.1% |
| 9358.872742 | 1 | < 0.1% |
| 10798.5806 | 1 | < 0.1% |
| 8396.852233 | 1 | < 0.1% |
| 7300.319221 | 1 | < 0.1% |
| 8671.984418 | 1 | < 0.1% |
| 11725.75282 | 1 | < 0.1% |
| Other values (4167) | 4167 |
| Value | Count | Frequency (%) |
| 5642.335666 | 1 | |
| 5648.387325 | 1 | |
| 5650.436953 | 1 | |
| 5650.799763 | 1 | |
| 5651.030564 | 1 | |
| 5651.155952 | 1 | |
| 5651.508033 | 1 | |
| 5652.153244 | 1 | |
| 5655.565227 | 1 | |
| 5655.782828 | 1 |
| Value | Count | Frequency (%) |
| 66299.1837 | 1 | |
| 66281.67559 | 1 | |
| 66239.54515 | 1 | |
| 66012.54112 | 1 | |
| 65599.66236 | 1 | |
| 65560.87474 | 1 | |
| 65302.9622 | 1 | |
| 65286.43527 | 1 | |
| 65280.09748 | 1 | |
| 65265.28792 | 1 |
| Distinct | 4177 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 18279.35694 |
| Minimum | 3969.848143 |
|---|---|
| Maximum | 61093.78436 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 3969.848143 |
|---|---|
| 5-th percentile | 6618.760583 |
| Q1 | 8558.338775 |
| median | 9983.950649 |
| Q3 | 26640.15444 |
| 95-th percentile | 53666.23345 |
| Maximum | 61093.78436 |
| Range | 57123.93622 |
| Interquartile range (IQR) | 18081.81566 |
Descriptive statistics
| Standard deviation | 15536.19106 |
|---|---|
| Coefficient of variation (CV) | 0.8499309419 |
| Kurtosis | 0.4162400488 |
| Mean | 18279.35694 |
| Median Absolute Deviation (MAD) | 2502.159466 |
| Skewness | 1.368186507 |
| Sum | 76371153.28 |
| Variance | 241373232.6 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11583.38457 | 2 | < 0.1% |
| 44573.26026 | 1 | < 0.1% |
| 8604.24668 | 1 | < 0.1% |
| 54307.67628 | 1 | < 0.1% |
| 10590.541 | 1 | < 0.1% |
| 34141.69174 | 1 | < 0.1% |
| 7739.919021 | 1 | < 0.1% |
| 9115.761589 | 1 | < 0.1% |
| 6809.677388 | 1 | < 0.1% |
| 9381.049266 | 1 | < 0.1% |
| Other values (4167) | 4167 |
| Value | Count | Frequency (%) |
| 3969.848143 | 1 | |
| 3973.241388 | 1 | |
| 3973.362132 | 1 | |
| 4016.61226 | 1 | |
| 4037.219502 | 1 | |
| 4067.181594 | 1 | |
| 4141.336024 | 1 | |
| 4214.551649 | 1 | |
| 4225.190566 | 1 | |
| 4343.034072 | 1 |
| Value | Count | Frequency (%) |
| 61093.78436 | 1 | |
| 60978.53107 | 1 | |
| 60957.33617 | 1 | |
| 60874.69564 | 1 | |
| 60759.91538 | 1 | |
| 60726.75624 | 1 | |
| 60682.61124 | 1 | |
| 60467.84516 | 1 | |
| 60464.682 | 1 | |
| 60223.20351 | 1 |
| Distinct | 4177 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.09647830645 |
| Minimum | 0.008357727586 |
|---|---|
| Maximum | 0.7339990359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 0.008357727586 |
|---|---|
| 5-th percentile | 0.02581243387 |
| Q1 | 0.04782824014 |
| median | 0.07708680941 |
| Q3 | 0.1235513427 |
| 95-th percentile | 0.2289474406 |
| Maximum | 0.7339990359 |
| Range | 0.7256413083 |
| Interquartile range (IQR) | 0.07572310255 |
Descriptive statistics
| Standard deviation | 0.0729316004 |
|---|---|
| Coefficient of variation (CV) | 0.7559378174 |
| Kurtosis | 14.14462971 |
| Mean | 0.09647830645 |
| Median Absolute Deviation (MAD) | 0.03407971325 |
| Skewness | 2.689090366 |
| Sum | 403.0863643 |
| Variance | 0.005319018337 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.06944459218 | 2 | < 0.1% |
| 0.0313465597 | 1 | < 0.1% |
| 0.04808100985 | 1 | < 0.1% |
| 0.06504971605 | 1 | < 0.1% |
| 0.2261193291 | 1 | < 0.1% |
| 0.1647898537 | 1 | < 0.1% |
| 0.04937915162 | 1 | < 0.1% |
| 0.1374472716 | 1 | < 0.1% |
| 0.04045197806 | 1 | < 0.1% |
| 0.181526961 | 1 | < 0.1% |
| Other values (4167) | 4167 |
| Value | Count | Frequency (%) |
| 0.008357727586 | 1 | |
| 0.009408930584 | 1 | |
| 0.009470870439 | 1 | |
| 0.009626117147 | 1 | |
| 0.009671243113 | 1 | |
| 0.009939523422 | 1 | |
| 0.01000741279 | 1 | |
| 0.01029865422 | 1 | |
| 0.01046438149 | 1 | |
| 0.0105910432 | 1 |
| Value | Count | Frequency (%) |
| 0.7339990359 | 1 | |
| 0.7334943273 | 1 | |
| 0.7316751449 | 1 | |
| 0.7246546251 | 1 | |
| 0.7173679664 | 1 | |
| 0.7123662809 | 1 | |
| 0.6959987545 | 1 | |
| 0.68757411 | 1 | |
| 0.6574889588 | 1 | |
| 0.6542465897 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 40.61456028 |
| Minimum | -2776.354455 |
|---|---|
| Maximum | 2479.968227 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1815 |
| Negative (%) | 43.4% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | -2776.354455 |
|---|---|
| 5-th percentile | -872.0667143 |
| Q1 | -71.02356796 |
| median | 23.84796207 |
| Q3 | 153.7059163 |
| 95-th percentile | 918.7834127 |
| Maximum | 2479.968227 |
| Range | 5256.322682 |
| Interquartile range (IQR) | 224.7294842 |
Descriptive statistics
| Standard deviation | 521.6657814 |
|---|---|
| Coefficient of variation (CV) | 12.84430455 |
| Kurtosis | 5.497977542 |
| Mean | 40.61456028 |
| Median Absolute Deviation (MAD) | 108.1769058 |
| Skewness | -0.3342959866 |
| Sum | 169687.6328 |
| Variance | 272135.1874 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -60.82450122 | 1 | < 0.1% |
| 12.87332014 | 1 | < 0.1% |
| -313.0592975 | 1 | < 0.1% |
| 627.6562107 | 1 | < 0.1% |
| 266.565502 | 1 | < 0.1% |
| -121.2503465 | 1 | < 0.1% |
| 818.5927814 | 1 | < 0.1% |
| 116.0062203 | 1 | < 0.1% |
| 220.2959777 | 1 | < 0.1% |
| 379.3469847 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| -2776.354455 | 1 | |
| -2758.220961 | 1 | |
| -2591.019324 | 1 | |
| -2586.884093 | 1 | |
| -2583.45881 | 1 | |
| -2375.974062 | 1 | |
| -2337.856884 | 1 | |
| -2126.662201 | 1 | |
| -2115.796223 | 1 | |
| -2109.93964 | 1 |
| Value | Count | Frequency (%) |
| 2479.968227 | 1 | |
| 2460.844775 | 1 | |
| 2403.16524 | 1 | |
| 2401.915634 | 1 | |
| 2355.705332 | 1 | |
| 2299.357569 | 1 | |
| 2294.479422 | 1 | |
| 2173.401051 | 1 | |
| 2170.481271 | 1 | |
| 2163.431015 | 1 |
MACD_signal
Real number (ℝ)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONUNIQUE| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 41.03962545 |
| Minimum | -2448.656454 |
|---|---|
| Maximum | 2160.899011 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1818 |
| Negative (%) | 43.5% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | -2448.656454 |
|---|---|
| 5-th percentile | -781.1853342 |
| Q1 | -65.4748647 |
| median | 24.49167678 |
| Q3 | 148.8568016 |
| 95-th percentile | 888.3584388 |
| Maximum | 2160.899011 |
| Range | 4609.555465 |
| Interquartile range (IQR) | 214.3316663 |
Descriptive statistics
| Standard deviation | 493.4219859 |
|---|---|
| Coefficient of variation (CV) | 12.0230626 |
| Kurtosis | 5.453015924 |
| Mean | 41.03962545 |
| Median Absolute Deviation (MAD) | 102.0182082 |
| Skewness | -0.3626960936 |
| Sum | 171463.5551 |
| Variance | 243465.2562 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -38.01664629 | 1 | < 0.1% |
| 140.5289152 | 1 | < 0.1% |
| 15.0682792 | 1 | < 0.1% |
| -17.53757535 | 1 | < 0.1% |
| 230.1174369 | 1 | < 0.1% |
| 31.35744724 | 1 | < 0.1% |
| 920.8184757 | 1 | < 0.1% |
| 55.63806836 | 1 | < 0.1% |
| -39.69826104 | 1 | < 0.1% |
| -241.4849795 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| -2448.656454 | 1 | |
| -2434.119976 | 1 | |
| -2414.955865 | 1 | |
| -2369.283909 | 1 | |
| -2329.139591 | 1 | |
| -2291.929184 | 1 | |
| -2217.335875 | 1 | |
| -2199.008415 | 1 | |
| -2123.915013 | 1 | |
| -2093.952301 | 1 |
| Value | Count | Frequency (%) |
| 2160.899011 | 1 | |
| 2137.157199 | 1 | |
| 2127.503908 | 1 | |
| 2087.330654 | 1 | |
| 2070.453552 | 1 | |
| 2012.907159 | 1 | |
| 1987.588031 | 1 | |
| 1983.567041 | 1 | |
| 1980.19592 | 1 | |
| 1969.044324 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 51.95872208 |
| Minimum | 7.728338023 |
|---|---|
| Maximum | 92.5906425 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 7.728338023 |
|---|---|
| 5-th percentile | 30.41933231 |
| Q1 | 43.00231177 |
| median | 52.19604641 |
| Q3 | 60.93119889 |
| 95-th percentile | 73.0956247 |
| Maximum | 92.5906425 |
| Range | 84.86230448 |
| Interquartile range (IQR) | 17.92888712 |
Descriptive statistics
| Standard deviation | 13.0908877 |
|---|---|
| Coefficient of variation (CV) | 0.2519478382 |
| Kurtosis | -0.1521274443 |
| Mean | 51.95872208 |
| Median Absolute Deviation (MAD) | 8.987727614 |
| Skewness | -0.06989832879 |
| Sum | 217083.5408 |
| Variance | 171.3713408 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 58.49496078 | 1 | < 0.1% |
| 43.78220443 | 1 | < 0.1% |
| 44.92541838 | 1 | < 0.1% |
| 50.62851778 | 1 | < 0.1% |
| 48.2274284 | 1 | < 0.1% |
| 16.98107172 | 1 | < 0.1% |
| 42.91220931 | 1 | < 0.1% |
| 64.78170862 | 1 | < 0.1% |
| 61.30823591 | 1 | < 0.1% |
| 44.67601179 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 7.728338023 | 1 | |
| 9.307652451 | 1 | |
| 9.500422886 | 1 | |
| 10.79567433 | 1 | |
| 13.14853245 | 1 | |
| 14.03121877 | 1 | |
| 14.61619393 | 1 | |
| 14.65831148 | 1 | |
| 14.68926153 | 1 | |
| 14.93098933 | 1 |
| Value | Count | Frequency (%) |
| 92.5906425 | 1 | |
| 90.45331862 | 1 | |
| 89.32013589 | 1 | |
| 88.84402687 | 1 | |
| 88.80454431 | 1 | |
| 87.95801398 | 1 | |
| 87.71399707 | 1 | |
| 87.70435378 | 1 | |
| 86.34397312 | 1 | |
| 85.85532776 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.5347325265 |
| Minimum | -0.5037401995 |
|---|---|
| Maximum | 1.504403038 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 227 |
| Negative (%) | 5.4% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | -0.5037401995 |
|---|---|
| 5-th percentile | -0.02085814943 |
| Q1 | 0.2882145726 |
| median | 0.5541324634 |
| Q3 | 0.7842260931 |
| 95-th percentile | 1.051949821 |
| Maximum | 1.504403038 |
| Range | 2.008143237 |
| Interquartile range (IQR) | 0.4960115205 |
Descriptive statistics
| Standard deviation | 0.3329955987 |
|---|---|
| Coefficient of variation (CV) | 0.6227330155 |
| Kurtosis | -0.5535700685 |
| Mean | 0.5347325265 |
| Median Absolute Deviation (MAD) | 0.2499492508 |
| Skewness | -0.1175589162 |
| Sum | 2234.112496 |
| Variance | 0.1108860688 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0.7247368446 | 1 | < 0.1% |
| 0.2234860326 | 1 | < 0.1% |
| 0.7070422774 | 1 | < 0.1% |
| 0.9572722489 | 1 | < 0.1% |
| 0.7060004253 | 1 | < 0.1% |
| 0.2572133995 | 1 | < 0.1% |
| 0.8372326652 | 1 | < 0.1% |
| 0.3427797408 | 1 | < 0.1% |
| 0.5197304515 | 1 | < 0.1% |
| 0.9957135963 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| -0.5037401995 | 1 | |
| -0.4814761342 | 1 | |
| -0.4240754887 | 1 | |
| -0.4113136388 | 1 | |
| -0.3862489642 | 1 | |
| -0.3842567272 | 1 | |
| -0.3725085381 | 1 | |
| -0.3656768764 | 1 | |
| -0.3500834991 | 1 | |
| -0.3415731628 | 1 |
| Value | Count | Frequency (%) |
| 1.504403038 | 1 | |
| 1.479220485 | 1 | |
| 1.462415851 | 1 | |
| 1.445838728 | 1 | |
| 1.427222625 | 1 | |
| 1.398758743 | 1 | |
| 1.396142021 | 1 | |
| 1.393502005 | 1 | |
| 1.352088591 | 1 | |
| 1.349615449 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 29.39354719 |
| Minimum | 9.790051973 |
|---|---|
| Maximum | 72.49836312 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 9.790051973 |
|---|---|
| 5-th percentile | 15.39676113 |
| Q1 | 20.49731935 |
| median | 26.91302212 |
| Q3 | 35.75485261 |
| 95-th percentile | 53.263024 |
| Maximum | 72.49836312 |
| Range | 62.70831115 |
| Interquartile range (IQR) | 15.25753326 |
Descriptive statistics
| Standard deviation | 11.67314808 |
|---|---|
| Coefficient of variation (CV) | 0.397133017 |
| Kurtosis | 0.8104043289 |
| Mean | 29.39354719 |
| Median Absolute Deviation (MAD) | 7.173668716 |
| Skewness | 1.047959211 |
| Sum | 122806.2402 |
| Variance | 136.262386 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 37.0068159 | 1 | < 0.1% |
| 20.65337475 | 1 | < 0.1% |
| 26.76882827 | 1 | < 0.1% |
| 38.55032702 | 1 | < 0.1% |
| 19.61141474 | 1 | < 0.1% |
| 29.19961867 | 1 | < 0.1% |
| 31.36023581 | 1 | < 0.1% |
| 19.64330427 | 1 | < 0.1% |
| 9.790051973 | 1 | < 0.1% |
| 23.97863313 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 9.790051973 | 1 | |
| 9.825105962 | 1 | |
| 9.989799702 | 1 | |
| 10.06517114 | 1 | |
| 10.1083433 | 1 | |
| 10.11773449 | 1 | |
| 10.32370288 | 1 | |
| 10.55898771 | 1 | |
| 10.63286934 | 1 | |
| 10.65319127 | 1 |
| Value | Count | Frequency (%) |
| 72.49836312 | 1 | |
| 71.77054675 | 1 | |
| 71.72814733 | 1 | |
| 71.06308088 | 1 | |
| 70.98674451 | 1 | |
| 70.53120681 | 1 | |
| 70.17586661 | 1 | |
| 70.03732375 | 1 | |
| 69.85010886 | 1 | |
| 69.46500967 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.26083814 |
| Minimum | 4.421029983 |
|---|---|
| Maximum | 86.01234091 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 4.421029983 |
|---|---|
| 5-th percentile | 9.589532258 |
| Q1 | 14.25796105 |
| median | 19.36734725 |
| Q3 | 26.01989995 |
| 95-th percentile | 39.26826342 |
| Maximum | 86.01234091 |
| Range | 81.59131093 |
| Interquartile range (IQR) | 11.7619389 |
Descriptive statistics
| Standard deviation | 9.744484995 |
|---|---|
| Coefficient of variation (CV) | 0.4583302375 |
| Kurtosis | 3.679494924 |
| Mean | 21.26083814 |
| Median Absolute Deviation (MAD) | 5.67536507 |
| Skewness | 1.459403243 |
| Sum | 88827.78175 |
| Variance | 94.95498782 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 10.99141577 | 1 | < 0.1% |
| 18.83081843 | 1 | < 0.1% |
| 17.9127061 | 1 | < 0.1% |
| 21.42486751 | 1 | < 0.1% |
| 7.023888561 | 1 | < 0.1% |
| 39.26606275 | 1 | < 0.1% |
| 45.94221309 | 1 | < 0.1% |
| 34.86067849 | 1 | < 0.1% |
| 16.07341448 | 1 | < 0.1% |
| 20.54879183 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 4.421029983 | 1 | |
| 4.761109213 | 1 | |
| 5.127348383 | 1 | |
| 5.198329931 | 1 | |
| 5.221541864 | 1 | |
| 5.316274616 | 1 | |
| 5.521759797 | 1 | |
| 5.598201465 | 1 | |
| 5.623314719 | 1 | |
| 5.651441656 | 1 |
| Value | Count | Frequency (%) |
| 86.01234091 | 1 | |
| 79.86860228 | 1 | |
| 76.70463788 | 1 | |
| 76.19840782 | 1 | |
| 74.16370211 | 1 | |
| 73.9502648 | 1 | |
| 73.52985489 | 1 | |
| 73.21080905 | 1 | |
| 70.7556644 | 1 | |
| 68.86629482 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21.25894031 |
| Minimum | 2.547669429 |
|---|---|
| Maximum | 85.87260903 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 2.547669429 |
|---|---|
| 5-th percentile | 9.633026913 |
| Q1 | 14.51520874 |
| median | 19.4208116 |
| Q3 | 26.07351865 |
| 95-th percentile | 39.16956365 |
| Maximum | 85.87260903 |
| Range | 83.3249396 |
| Interquartile range (IQR) | 11.55830991 |
Descriptive statistics
| Standard deviation | 9.610145495 |
|---|---|
| Coefficient of variation (CV) | 0.4520519535 |
| Kurtosis | 3.843873824 |
| Mean | 21.25894031 |
| Median Absolute Deviation (MAD) | 5.596852325 |
| Skewness | 1.414726605 |
| Sum | 88819.85261 |
| Variance | 92.35489644 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.10587525 | 1 | < 0.1% |
| 15.97073571 | 1 | < 0.1% |
| 44.28946701 | 1 | < 0.1% |
| 28.02910377 | 1 | < 0.1% |
| 18.88134842 | 1 | < 0.1% |
| 22.11858628 | 1 | < 0.1% |
| 17.25773981 | 1 | < 0.1% |
| 21.09638343 | 1 | < 0.1% |
| 31.52435679 | 1 | < 0.1% |
| 26.68118799 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 2.547669429 | 1 | |
| 2.743644001 | 1 | |
| 2.954693539 | 1 | |
| 3.181977658 | 1 | |
| 3.42674517 | 1 | |
| 3.501496564 | 1 | |
| 3.624102557 | 1 | |
| 3.770842453 | 1 | |
| 3.902879677 | 1 | |
| 4.060907257 | 1 |
| Value | Count | Frequency (%) |
| 85.87260903 | 1 | |
| 84.08470572 | 1 | |
| 83.12359755 | 1 | |
| 79.73885124 | 1 | |
| 77.18619773 | 1 | |
| 75.79505437 | 1 | |
| 74.04321901 | 1 | |
| 71.67289789 | 1 | |
| 70.52480634 | 1 | |
| 70.38112191 | 1 |
| Distinct | 4176 |
|---|---|
| Distinct (%) | > 99.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.11458895 |
| Minimum | 0.4652045951 |
|---|---|
| Maximum | 100 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 0.4652045951 |
|---|---|
| 5-th percentile | 12.48557573 |
| Q1 | 33.10884235 |
| median | 56.05283896 |
| Q3 | 78.76464799 |
| 95-th percentile | 93.70157811 |
| Maximum | 100 |
| Range | 99.5347954 |
| Interquartile range (IQR) | 45.65580564 |
Descriptive statistics
| Standard deviation | 26.4136709 |
|---|---|
| Coefficient of variation (CV) | 0.4792500753 |
| Kurtosis | -1.175380707 |
| Mean | 55.11458895 |
| Median Absolute Deviation (MAD) | 22.82213848 |
| Skewness | -0.1291340687 |
| Sum | 230268.7526 |
| Variance | 697.6820107 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 100 | 3 | 0.1% |
| 82.21814849 | 1 | < 0.1% |
| 88.89087977 | 1 | < 0.1% |
| 10.74939845 | 1 | < 0.1% |
| 5.164183007 | 1 | < 0.1% |
| 20.67088608 | 1 | < 0.1% |
| 34.72855464 | 1 | < 0.1% |
| 13.84933333 | 1 | < 0.1% |
| 47.2663799 | 1 | < 0.1% |
| 84.67329406 | 1 | < 0.1% |
| Other values (4166) | 4166 |
| Value | Count | Frequency (%) |
| 0.4652045951 | 1 | |
| 0.6600688468 | 1 | |
| 1.399189024 | 1 | |
| 1.690335426 | 1 | |
| 1.73466736 | 1 | |
| 1.747570365 | 1 | |
| 1.78297178 | 1 | |
| 1.880921258 | 1 | |
| 1.923830381 | 1 | |
| 2.08498984 | 1 |
| Value | Count | Frequency (%) |
| 100 | 3 | |
| 99.98981333 | 1 | < 0.1% |
| 99.95897728 | 1 | < 0.1% |
| 99.81317823 | 1 | < 0.1% |
| 99.75213876 | 1 | < 0.1% |
| 99.73123909 | 1 | < 0.1% |
| 99.59682685 | 1 | < 0.1% |
| 99.47885306 | 1 | < 0.1% |
| 99.31574241 | 1 | < 0.1% |
| 99.2757728 | 1 | < 0.1% |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 55.10255735 |
| Minimum | 4.567169694 |
|---|---|
| Maximum | 97.45793485 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | 4.567169694 |
|---|---|
| 5-th percentile | 16.1217925 |
| Q1 | 34.14291474 |
| median | 55.79483596 |
| Q3 | 77.48679626 |
| 95-th percentile | 90.60751078 |
| Maximum | 97.45793485 |
| Range | 92.89076515 |
| Interquartile range (IQR) | 43.34388152 |
Descriptive statistics
| Standard deviation | 24.5525428 |
|---|---|
| Coefficient of variation (CV) | 0.4455790072 |
| Kurtosis | -1.244122337 |
| Mean | 55.10255735 |
| Median Absolute Deviation (MAD) | 21.66749472 |
| Skewness | -0.1142597159 |
| Sum | 230218.4846 |
| Variance | 602.8273578 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 54.18004384 | 1 | < 0.1% |
| 46.8092703 | 1 | < 0.1% |
| 51.26357095 | 1 | < 0.1% |
| 60.66665465 | 1 | < 0.1% |
| 30.95591564 | 1 | < 0.1% |
| 27.38871131 | 1 | < 0.1% |
| 86.77836431 | 1 | < 0.1% |
| 74.55207523 | 1 | < 0.1% |
| 42.15086516 | 1 | < 0.1% |
| 89.83565412 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| 4.567169694 | 1 | |
| 6.120837142 | 1 | |
| 6.18251676 | 1 | |
| 6.409249346 | 1 | |
| 6.592659313 | 1 | |
| 6.61422993 | 1 | |
| 6.813227458 | 1 | |
| 6.997535494 | 1 | |
| 7.016850285 | 1 | |
| 7.070974544 | 1 |
| Value | Count | Frequency (%) |
| 97.45793485 | 1 | |
| 97.36344312 | 1 | |
| 97.30942991 | 1 | |
| 96.75363413 | 1 | |
| 96.72168596 | 1 | |
| 96.5487512 | 1 | |
| 96.33535782 | 1 | |
| 96.26337285 | 1 | |
| 96.22881818 | 1 | |
| 96.02934991 | 1 |
| Distinct | 4178 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 786031.1963 |
| Minimum | -288091.3524 |
|---|---|
| Maximum | 2289968.413 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 1041 |
| Negative (%) | 24.9% |
| Memory size | 32.8 KiB |
Quantile statistics
| Minimum | -288091.3524 |
|---|---|
| 5-th percentile | -195076.8603 |
| Q1 | 897.0066063 |
| median | 629729.6975 |
| Q3 | 1593495.052 |
| 95-th percentile | 2189273.86 |
| Maximum | 2289968.413 |
| Range | 2578059.766 |
| Interquartile range (IQR) | 1592598.045 |
Descriptive statistics
| Standard deviation | 811081.7356 |
|---|---|
| Coefficient of variation (CV) | 1.03186965 |
| Kurtosis | -1.170003298 |
| Mean | 786031.1963 |
| Median Absolute Deviation (MAD) | 649582.1683 |
| Skewness | 0.4621882885 |
| Sum | 3284038338 |
| Variance | 6.578535818 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2064965.231 | 1 | < 0.1% |
| 1928308.501 | 1 | < 0.1% |
| 2062973.204 | 1 | < 0.1% |
| 1359160.517 | 1 | < 0.1% |
| 2165159.53 | 1 | < 0.1% |
| -63357.81132 | 1 | < 0.1% |
| 761983.8495 | 1 | < 0.1% |
| -25487.79312 | 1 | < 0.1% |
| 27833.23592 | 1 | < 0.1% |
| -51827.51641 | 1 | < 0.1% |
| Other values (4168) | 4168 |
| Value | Count | Frequency (%) |
| -288091.3524 | 1 | |
| -286194.5872 | 1 | |
| -283101.5867 | 1 | |
| -276416.5708 | 1 | |
| -276027.965 | 1 | |
| -273985.2496 | 1 | |
| -269384.0412 | 1 | |
| -264430.9865 | 1 | |
| -261239.8479 | 1 | |
| -260276.5072 | 1 |
| Value | Count | Frequency (%) |
| 2289968.413 | 1 | |
| 2286773.997 | 1 | |
| 2286523.349 | 1 | |
| 2283909.977 | 1 | |
| 2282048.658 | 1 | |
| 2278206.902 | 1 | |
| 2277222.749 | 1 | |
| 2275815.826 | 1 | |
| 2274706.936 | 1 | |
| 2274599.741 | 1 |
buy_sell
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 32.8 KiB |
| 0.0 | |
|---|---|
| -1.0 | 131 |
| 1.0 | 130 |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 3.031354715 |
| Min length | 3 |
Characters and Unicode
| Total characters | 12665 |
|---|---|
| Distinct characters | 4 |
| Distinct categories | 3 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0.0 |
|---|---|
| 2nd row | 0.0 |
| 3rd row | 0.0 |
| 4th row | 0.0 |
| 5th row | 0.0 |
Common Values
| Value | Count | Frequency (%) |
| 0.0 | 3917 | |
| -1.0 | 131 | 3.1% |
| 1.0 | 130 | 3.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| 0.0 | 3917 | |
| 1.0 | 261 | 6.2% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 8095 | |
| . | 4178 | |
| 1 | 261 | 2.1% |
| - | 131 | 1.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 8356 | |
| Other Punctuation | 4178 | |
| Dash Punctuation | 131 | 1.0% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 8095 | |
| 1 | 261 | 3.1% |
Other Punctuation
| Value | Count | Frequency (%) |
| . | 4178 |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 131 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 12665 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 8095 | |
| . | 4178 | |
| 1 | 261 | 2.1% |
| - | 131 | 1.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 12665 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 8095 | |
| . | 4178 | |
| 1 | 261 | 2.1% |
| - | 131 | 1.0% |
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| datetime | open | high | low | close | volume | BB_MIDDLE | BB_UPPER | BB_LOWER | BBWIDTH | MACD | MACD_signal | RSI | BBp | ADX | DMIp | DMIm | STOCH_K | STOCH_D | OBV | buy_sell | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 2019-07-29 06:00:00 | 9636.62 | 9684.70 | 9570.00 | 9625.95 | 2964.951733 | 9655.1360 | 10051.704998 | 9258.567002 | 0.082147 | -26.798091 | -34.260569 | 49.347638 | 0.463202 | 40.481041 | 18.573745 | 28.714275 | 45.029600 | 42.688328 | -3730.362418 | 0.0 |
| 1 | 2019-07-29 10:00:00 | 9624.79 | 9650.00 | 9395.00 | 9484.96 | 5156.200126 | 9644.5340 | 10047.673609 | 9241.394391 | 0.083600 | -31.124755 | -33.627567 | 40.421350 | 0.302086 | 40.693505 | 15.607457 | 38.036932 | 33.554612 | 41.611966 | -8886.562544 | 0.0 |
| 2 | 2019-07-29 14:00:00 | 9484.51 | 9635.96 | 9470.21 | 9539.64 | 4963.283595 | 9633.2980 | 10034.899233 | 9231.696767 | 0.083378 | -30.435910 | -32.984491 | 44.606295 | 0.383394 | 40.857557 | 13.317077 | 32.455047 | 40.589382 | 39.724531 | -3923.278949 | 0.0 |
| 3 | 2019-07-29 18:00:00 | 9538.24 | 9693.98 | 9411.31 | 9487.63 | 6286.064960 | 9618.0975 | 10017.471414 | 9218.723586 | 0.083046 | -33.074310 | -33.002562 | 41.612218 | 0.336660 | 41.793762 | 11.499694 | 32.491084 | 57.203901 | 43.782632 | -10209.343909 | 0.0 |
| 4 | 2019-07-29 22:00:00 | 9489.81 | 9549.00 | 9450.00 | 9507.64 | 2928.002460 | 9603.7790 | 9997.085630 | 9210.472370 | 0.081907 | -33.357488 | -33.073884 | 43.192085 | 0.377781 | 42.552832 | 10.026170 | 28.327808 | 60.751773 | 52.848352 | -7281.341449 | 0.0 |
| 5 | 2019-07-30 02:00:00 | 9509.07 | 9539.00 | 9402.00 | 9441.29 | 4672.858897 | 9583.8935 | 9967.215021 | 9200.571979 | 0.079993 | -37.797168 | -34.022123 | 39.386475 | 0.313990 | 43.746765 | 8.810401 | 28.207255 | 48.987589 | 55.647754 | -11954.200346 | 1.0 |
| 6 | 2019-07-30 06:00:00 | 9441.04 | 9530.00 | 9427.00 | 9501.29 | 4053.532637 | 9567.7580 | 9935.369985 | 9200.146015 | 0.076844 | -36.597290 | -34.538718 | 44.176443 | 0.409595 | 44.746124 | 7.792765 | 24.949206 | 59.625887 | 56.455083 | -7900.667709 | 0.0 |
| 7 | 2019-07-30 10:00:00 | 9501.29 | 9564.86 | 9450.00 | 9522.90 | 5037.475534 | 9538.7530 | 9806.535573 | 9270.970427 | 0.056146 | -33.703008 | -34.371170 | 45.836630 | 0.470399 | 44.356265 | 9.235320 | 22.189126 | 63.457447 | 57.356974 | -2863.192175 | 0.0 |
| 8 | 2019-07-30 14:00:00 | 9524.81 | 9714.28 | 9514.00 | 9682.35 | 8374.953576 | 9520.1040 | 9655.768642 | 9384.439358 | 0.028501 | -19.652008 | -31.421633 | 56.189720 | 1.097967 | 40.328846 | 17.398349 | 19.826983 | 91.728723 | 71.604019 | 5511.761401 | 0.0 |
| 9 | 2019-07-30 18:00:00 | 9684.58 | 9714.00 | 9502.21 | 9598.52 | 6489.707589 | 9523.7395 | 9663.871337 | 9383.607663 | 0.029428 | -14.503434 | -28.032749 | 50.702489 | 0.766822 | 37.043714 | 15.608887 | 18.467411 | 76.865248 | 77.350473 | -977.946188 | 0.0 |
Last rows
| datetime | open | high | low | close | volume | BB_MIDDLE | BB_UPPER | BB_LOWER | BBWIDTH | MACD | MACD_signal | RSI | BBp | ADX | DMIp | DMIm | STOCH_K | STOCH_D | OBV | buy_sell | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4168 | 2021-06-23 10:00:00 | 33982.26 | 34500.00 | 33650.21 | 33911.39 | 18341.765169 | 33374.2595 | 36023.782226 | 30724.736774 | 0.158776 | -754.343978 | -1056.636346 | 49.099656 | 0.601364 | 42.604896 | 17.191220 | 31.799137 | 86.244642 | 77.060082 | 1.668691e+06 | 0.0 |
| 4169 | 2021-06-23 14:00:00 | 33911.40 | 34881.00 | 33400.30 | 33490.14 | 28265.873145 | 33266.8810 | 35694.983052 | 30838.778948 | 0.145977 | -678.296518 | -980.968380 | 46.564964 | 0.545974 | 41.344574 | 17.731636 | 29.527770 | 77.108953 | 79.300058 | 1.640425e+06 | 0.0 |
| 4170 | 2021-06-23 18:00:00 | 33490.14 | 33947.17 | 32870.99 | 32879.97 | 16689.643728 | 33217.2345 | 35633.740180 | 30800.728820 | 0.145497 | -659.659830 | -916.706670 | 43.094673 | 0.430216 | 40.468667 | 16.465091 | 29.968990 | 67.066656 | 76.806750 | 1.623735e+06 | 0.0 |
| 4171 | 2021-06-23 22:00:00 | 32882.50 | 33785.26 | 32749.01 | 33678.07 | 12525.748531 | 33180.0025 | 35540.604445 | 30819.400555 | 0.142291 | -573.874848 | -848.140306 | 48.500935 | 0.605496 | 39.724290 | 15.289013 | 28.423477 | 80.201942 | 74.792517 | 1.636261e+06 | 0.0 |
| 4172 | 2021-06-24 02:00:00 | 33675.07 | 33879.99 | 32339.82 | 32589.20 | 14734.386878 | 33034.3215 | 35136.861553 | 30931.781447 | 0.127294 | -586.985932 | -795.909431 | 42.560067 | 0.394147 | 39.261221 | 14.196941 | 28.335180 | 62.281106 | 69.849901 | 1.621527e+06 | 0.0 |
| 4173 | 2021-06-24 06:00:00 | 32589.20 | 33280.55 | 32286.57 | 32853.74 | 13051.055908 | 32897.0005 | 34618.086206 | 31175.914794 | 0.104635 | -569.465945 | -750.620734 | 44.343734 | 0.487432 | 38.862361 | 13.182873 | 26.570789 | 66.634957 | 69.706002 | 1.634578e+06 | 0.0 |
| 4174 | 2021-06-24 10:00:00 | 32853.74 | 33930.23 | 32820.61 | 33850.77 | 13506.337429 | 32857.0575 | 34438.276435 | 31275.838565 | 0.096248 | -469.714662 | -694.439520 | 50.573368 | 0.814224 | 37.702802 | 15.567150 | 24.672875 | 83.044273 | 70.653445 | 1.648084e+06 | 0.0 |
| 4175 | 2021-06-24 14:00:00 | 33850.78 | 34583.58 | 33756.04 | 33886.52 | 18730.794267 | 32900.1085 | 34546.191932 | 31254.025068 | 0.100066 | -383.357222 | -632.223060 | 50.786079 | 0.799624 | 35.913020 | 17.766560 | 22.910527 | 83.632653 | 77.770628 | 1.666815e+06 | 0.0 |
| 4176 | 2021-06-24 18:00:00 | 33888.81 | 35298.00 | 33751.00 | 34857.73 | 18670.724202 | 33016.9670 | 34868.604247 | 31165.329753 | 0.112163 | -233.854075 | -552.549263 | 56.289530 | 0.997064 | 33.547244 | 20.118319 | 21.274061 | 93.219313 | 86.632080 | 1.685486e+06 | -1.0 |
| 4177 | 2021-06-24 22:00:00 | 34854.63 | 34999.09 | 34652.01 | 34744.61 | 3254.972388 | 33119.7980 | 35117.201711 | 31122.394289 | 0.120617 | -123.080793 | -466.655569 | 55.510891 | 0.906731 | 31.350453 | 18.681297 | 19.754485 | 84.954051 | 87.268672 | 1.682231e+06 | 0.0 |